Audit AI tools for privacy risks and reliability before your freelancers do.
Freelancers distrust new AI tools due to fears of data privacy breaches and unreliable performance, hindering their adoption.
Upload your AI prompts/outputs for instant privacy audits and reliability scores. Compare tools side-by-side with historical data from similar freelance niches. Build trust with verifiable reports shared with clients.
Freelancers handling client projects who are evaluating or testing new AI tools
Freelancer-specific audit templates and niche benchmarks (e.g., legal, design) for precise risk assessment.
professional
Scan inputs/outputs for PII leaks and inconsistencies.
Assign scores based on hallucination detection and consistency tests.
Benchmark multiple AI tools on your data.
Pre-built audit sets for writing, coding, design freelancers.
Track improvements over time per tool.
Generate secure report links for clients.
Audit multiple files at once.
Email warnings for high-risk audits.
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| created_at | timestamp | No |
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| id | uuid | No |
| user_id | uuid | No |
| template_id | uuid | No |
| score | int | No |
| created_at | timestamp | No |
Relationships:
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| id | uuid | No |
| name | text | No |
| niche | text | No |
Relationships:
/api/auditsRun new audit
/api/audits/:idGet audit details
/api/templatesList templates by niche
/api/comparisonsCompare tools
No comparisons
| Month | Users | Conversion | MRR | ARR |
|---|---|---|---|---|
| Month 1 | 150 | 3% | $112 | $1,344 |
| Month 6 | 1,200 | 6% | $1,800 | $21,600 |
Instant scans and benchmarks to ensure AI won't leak your client data.
Run Twitter poll on AI privacy fears targeting freelancers, offer beta access. Join Freelancers Union Discord and share MVP. Email list from freelance tool directories.
Advanced red-teaming
Enterprise-focused, no freelancer niches
Affordable, niche-specific for solos
Aggregated niche audit data improves scoring accuracy over time.
Rising AI data breach reports make audits essential for client trust.
False positives in scans
User feedback loop
Slow template curation
User-submitted templates
Success: 70% want audits
Success: 100 upvotes
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